Pandas Profiling Report

Dataset statistics

Number of variables	19
Number of observations	8947
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.3 MiB
Average record size in memory	148.0 B

Variable types

Numeric	19

Alerts

`df_index` is highly correlated with `cust_id`	High correlation
`cust_id` is highly correlated with `df_index`	High correlation
`balance` is highly correlated with `balance_frequency` and 4 other fields	High correlation
`balance_frequency` is highly correlated with `balance` and 1 other fields	High correlation
`purchases` is highly correlated with `oneoff_purchases` and 5 other fields	High correlation
`oneoff_purchases` is highly correlated with `purchases` and 2 other fields	High correlation
`installments_purchases` is highly correlated with `purchases` and 3 other fields	High correlation
`cash_advance` is highly correlated with `balance` and 2 other fields	High correlation
`purchases_frequency` is highly correlated with `purchases` and 3 other fields	High correlation
`oneoff_purchases_frequency` is highly correlated with `purchases` and 2 other fields	High correlation
`purchases_installments_frequency` is highly correlated with `purchases` and 3 other fields	High correlation
`cash_advance_frequency` is highly correlated with `balance` and 2 other fields	High correlation
`cash_advance_trx` is highly correlated with `balance` and 2 other fields	High correlation
`purchases_trx` is highly correlated with `purchases` and 5 other fields	High correlation
`minimum_payments` is highly correlated with `balance` and 1 other fields	High correlation
`df_index` is highly correlated with `cust_id`	High correlation
`cust_id` is highly correlated with `df_index`	High correlation
`balance` is highly correlated with `credit_limit`	High correlation
`purchases` is highly correlated with `oneoff_purchases` and 3 other fields	High correlation
`oneoff_purchases` is highly correlated with `purchases` and 3 other fields	High correlation
`installments_purchases` is highly correlated with `purchases` and 2 other fields	High correlation
`cash_advance` is highly correlated with `cash_advance_frequency` and 1 other fields	High correlation
`purchases_frequency` is highly correlated with `oneoff_purchases_frequency` and 2 other fields	High correlation
`oneoff_purchases_frequency` is highly correlated with `oneoff_purchases` and 2 other fields	High correlation
`purchases_installments_frequency` is highly correlated with `installments_purchases` and 2 other fields	High correlation
`cash_advance_frequency` is highly correlated with `cash_advance` and 1 other fields	High correlation
`cash_advance_trx` is highly correlated with `cash_advance` and 1 other fields	High correlation
`purchases_trx` is highly correlated with `purchases` and 5 other fields	High correlation
`credit_limit` is highly correlated with `balance`	High correlation
`payments` is highly correlated with `purchases` and 1 other fields	High correlation
`df_index` is highly correlated with `cust_id`	High correlation
`cust_id` is highly correlated with `df_index`	High correlation
`balance` is highly correlated with `minimum_payments`	High correlation
`purchases` is highly correlated with `oneoff_purchases` and 4 other fields	High correlation
`oneoff_purchases` is highly correlated with `purchases` and 1 other fields	High correlation
`installments_purchases` is highly correlated with `purchases` and 3 other fields	High correlation
`cash_advance` is highly correlated with `cash_advance_frequency` and 1 other fields	High correlation
`purchases_frequency` is highly correlated with `purchases` and 3 other fields	High correlation
`oneoff_purchases_frequency` is highly correlated with `purchases` and 1 other fields	High correlation
`purchases_installments_frequency` is highly correlated with `installments_purchases` and 2 other fields	High correlation
`cash_advance_frequency` is highly correlated with `cash_advance` and 1 other fields	High correlation
`cash_advance_trx` is highly correlated with `cash_advance` and 1 other fields	High correlation
`purchases_trx` is highly correlated with `purchases` and 3 other fields	High correlation
`minimum_payments` is highly correlated with `balance`	High correlation
`df_index` is highly correlated with `cust_id`	High correlation
`cust_id` is highly correlated with `df_index`	High correlation
`balance` is highly correlated with `credit_limit`	High correlation
`purchases` is highly correlated with `oneoff_purchases` and 4 other fields	High correlation
`oneoff_purchases` is highly correlated with `purchases` and 2 other fields	High correlation
`installments_purchases` is highly correlated with `purchases` and 1 other fields	High correlation
`cash_advance` is highly correlated with `cash_advance_trx` and 1 other fields	High correlation
`purchases_frequency` is highly correlated with `oneoff_purchases_frequency` and 1 other fields	High correlation
`oneoff_purchases_frequency` is highly correlated with `purchases_frequency`	High correlation
`purchases_installments_frequency` is highly correlated with `purchases_frequency`	High correlation
`cash_advance_frequency` is highly correlated with `cash_advance_trx`	High correlation
`cash_advance_trx` is highly correlated with `cash_advance` and 1 other fields	High correlation
`purchases_trx` is highly correlated with `purchases` and 3 other fields	High correlation
`credit_limit` is highly correlated with `balance` and 2 other fields	High correlation
`payments` is highly correlated with `purchases` and 4 other fields	High correlation
`df_index` is uniformly distributed	Uniform
`cust_id` is uniformly distributed	Uniform
`df_index` has unique values	Unique
`cust_id` has unique values	Unique
`purchases` has 2044 (22.8%) zeros	Zeros
`oneoff_purchases` has 4300 (48.1%) zeros	Zeros
`installments_purchases` has 3915 (43.8%) zeros	Zeros
`cash_advance` has 4625 (51.7%) zeros	Zeros
`purchases_frequency` has 2043 (22.8%) zeros	Zeros
`oneoff_purchases_frequency` has 4300 (48.1%) zeros	Zeros
`purchases_installments_frequency` has 3914 (43.7%) zeros	Zeros
`cash_advance_frequency` has 4625 (51.7%) zeros	Zeros
`cash_advance_trx` has 4625 (51.7%) zeros	Zeros
`purchases_trx` has 2041 (22.8%) zeros	Zeros
`payments` has 240 (2.7%) zeros	Zeros
`minimum_payments` has 313 (3.5%) zeros	Zeros
`prc_full_payment` has 5902 (66.0%) zeros	Zeros

Reproduction

Analysis started	2021-11-14 20:20:54.273701
Analysis finished	2021-11-14 20:22:39.472789
Duration	1 minute and 45.2 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	8947
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4474.933497

Minimum	0
Maximum	8949
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	70.0 KiB

Quantile statistics

Minimum	0
5-th percentile	447.3
Q1	2237.5
median	4475
Q3	6712.5
95-th percentile	8501.7
Maximum	8949
Range	8949
Interquartile range (IQR)	4475

Descriptive statistics

Standard deviation	2584.006209
Coefficient of variation (CV)	0.5774401364
Kurtosis	-1.20021705
Mean	4474.933497
Median Absolute Deviation (MAD)	2238
Skewness	-0.0003210456529
Sum	40037230
Variance	6677088.088
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
2652	1	< 0.1%
8785	1	< 0.1%
2644	1	< 0.1%
597	1	< 0.1%
6742	1	< 0.1%
4695	1	< 0.1%
8793	1	< 0.1%
605	1	< 0.1%
8809	1	< 0.1%
Other values (8937)	8937	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
8949	1	< 0.1%
8948	1	< 0.1%
8947	1	< 0.1%
8946	1	< 0.1%
8945	1	< 0.1%
8944	1	< 0.1%
8943	1	< 0.1%
8942	1	< 0.1%
8941	1	< 0.1%
8940	1	< 0.1%

cust_id
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	8947
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14600.48564

Minimum	10001
Maximum	19190
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	35.1 KiB

Quantile statistics

Minimum	10001
5-th percentile	10463.9
Q1	12307.5
median	14599
Q3	16900.5
95-th percentile	18732.7
Maximum	19190
Range	9189
Interquartile range (IQR)	4593

Descriptive statistics

Standard deviation	2651.531144
Coefficient of variation (CV)	0.1816056815
Kurtosis	-1.199476032
Mean	14600.48564
Median Absolute Deviation (MAD)	2297
Skewness	-0.001149197228
Sum	130630545
Variance	7030617.409
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16384	1	< 0.1%
14922	1	< 0.1%
10816	1	< 0.1%
14914	1	< 0.1%
12867	1	< 0.1%
19012	1	< 0.1%
16965	1	< 0.1%
10824	1	< 0.1%
12875	1	< 0.1%
10840	1	< 0.1%
Other values (8937)	8937	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10001	1	< 0.1%
10002	1	< 0.1%
10003	1	< 0.1%
10004	1	< 0.1%
10005	1	< 0.1%
10006	1	< 0.1%
10007	1	< 0.1%
10008	1	< 0.1%
10009	1	< 0.1%
10010	1	< 0.1%

Value	Count	Frequency (%)
19190	1	< 0.1%
19189	1	< 0.1%
19188	1	< 0.1%
19187	1	< 0.1%
19186	1	< 0.1%
19185	1	< 0.1%
19184	1	< 0.1%
19183	1	< 0.1%
19182	1	< 0.1%
19181	1	< 0.1%

balance
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	8868
Distinct (%)	99.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1564.990615

Minimum	0
Maximum	19043.13856
Zeros	80
Zeros (%)	0.9%
Negative	0
Negative (%)	0.0%
Memory size	70.0 KiB

Quantile statistics

Minimum	0
5-th percentile	8.8261286
Q1	128.4324965
median	874.203747
Q3	2054.678104
95-th percentile	5909.910049
Maximum	19043.13856
Range	19043.13856
Interquartile range (IQR)	1926.245608

Descriptive statistics

Standard deviation	2081.690135
Coefficient of variation (CV)	1.330161418
Kurtosis	7.672612838
Mean	1564.990615
Median Absolute Deviation (MAD)	800.327269
Skewness	2.393034871
Sum	14001971.03
Variance	4333433.82
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	80	0.9%
449.026889	1	< 0.1%
34.750769	1	< 0.1%
2643.343414	1	< 0.1%
6366.085376	1	< 0.1%
1112.915657	1	< 0.1%
2545.614986	1	< 0.1%
74.825456	1	< 0.1%
7656.390367	1	< 0.1%
177.696201	1	< 0.1%
Other values (8858)	8858	99.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	80	0.9%
0.000199	1	< 0.1%
0.001146	1	< 0.1%
0.001214	1	< 0.1%
0.001289	1	< 0.1%
0.004816	1	< 0.1%
0.006651	1	< 0.1%
0.009684	1	< 0.1%
0.01968	1	< 0.1%
0.021102	1	< 0.1%

Value	Count	Frequency (%)
19043.13856	1	< 0.1%
18495.55855	1	< 0.1%
16304.88925	1	< 0.1%
16259.44857	1	< 0.1%
16115.5964	1	< 0.1%
15532.33972	1	< 0.1%
15258.2259	1	< 0.1%
15244.74865	1	< 0.1%
15155.53286	1	< 0.1%
14581.45914	1	< 0.1%

balance_frequency
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	43
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.8773718254

Minimum	0
Maximum	1
Zeros	80
Zeros (%)	0.9%
Negative	0
Negative (%)	0.0%
Memory size	70.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.272727
Q1	0.888889
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.111111

Descriptive statistics

Standard deviation	0.2368117501
Coefficient of variation (CV)	0.2699103655
Kurtosis	3.101481885
Mean	0.8773718254
Median Absolute Deviation (MAD)	0
Skewness	-2.025110954
Sum	7849.845722
Variance	0.05607980499
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
1	6210	69.4%
0.909091	410	4.6%
0.818182	278	3.1%
0.727273	223	2.5%
0.545455	219	2.4%
0.636364	209	2.3%
0.454545	171	1.9%
0.363636	170	1.9%
0.272727	150	1.7%
0.181818	146	1.6%
Other values (33)	761	8.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	80	0.9%
0.090909	67	0.7%
0.1	8	0.1%
0.111111	5	0.1%
0.125	9	0.1%
0.142857	7	0.1%
0.166667	7	0.1%
0.181818	146	1.6%
0.2	9	0.1%
0.222222	5	0.1%

Value	Count	Frequency (%)
1	6210	69.4%
0.909091	410	4.6%
0.9	55	0.6%
0.888889	53	0.6%
0.875	57	0.6%
0.857143	51	0.6%
0.833333	60	0.7%
0.818182	278	3.1%
0.8	20	0.2%
0.777778	22	0.2%

purchases
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	6200
Distinct (%)	69.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1003.453347

Minimum	0
Maximum	49039.57
Zeros	2044
Zeros (%)	22.8%
Negative	0
Negative (%)	0.0%
Memory size	70.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	39.69
median	361.49
Q3	1110.295
95-th percentile	3999.053
Maximum	49039.57
Range	49039.57
Interquartile range (IQR)	1070.605

Descriptive statistics

Standard deviation	2136.943593
Coefficient of variation (CV)	2.129589381
Kurtosis	111.3572279
Mean	1003.453347
Median Absolute Deviation (MAD)	361.49
Skewness	8.143140046
Sum	8977897.1
Variance	4566527.92
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2044	22.8%
45.65	27	0.3%
150	16	0.2%
60	16	0.2%
300	13	0.1%
200	13	0.1%
100	13	0.1%
450	12	0.1%
50	10	0.1%
120	10	0.1%
Other values (6190)	6773	75.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2044	22.8%
0.01	4	< 0.1%
0.05	1	< 0.1%
0.7	1	< 0.1%
1	2	< 0.1%
1.4	1	< 0.1%
2	1	< 0.1%
4.44	1	< 0.1%
4.8	1	< 0.1%
4.99	1	< 0.1%

Value	Count	Frequency (%)
49039.57	1	< 0.1%
41050.4	1	< 0.1%
40040.71	1	< 0.1%
38902.71	1	< 0.1%
35131.16	1	< 0.1%
32539.78	1	< 0.1%
31299.35	1	< 0.1%
27957.68	1	< 0.1%
27790.42	1	< 0.1%
26784.62	1	< 0.1%

oneoff_purchases
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	4013
Distinct (%)	44.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	592.6359931

Minimum	0
Maximum	40761.25
Zeros	4300
Zeros (%)	48.1%
Negative	0
Negative (%)	0.0%
Memory size	70.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	38.4
Q3	577.945
95-th percentile	2672.396
Maximum	40761.25
Range	40761.25
Interquartile range (IQR)	577.945

Descriptive statistics

Standard deviation	1660.130761
Coefficient of variation (CV)	2.801265499
Kurtosis	164.1410243
Mean	592.6359931
Median Absolute Deviation (MAD)	38.4
Skewness	10.04369943
Sum	5302314.23
Variance	2756034.144
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4300	48.1%
45.65	46	0.5%
50	17	0.2%
200	15	0.2%
60	13	0.1%
100	13	0.1%
1000	12	0.1%
150	12	0.1%
70	12	0.1%
250	11	0.1%
Other values (4003)	4496	50.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4300	48.1%
0.01	7	0.1%
0.02	2	< 0.1%
0.05	1	< 0.1%
0.7	1	< 0.1%
1	4	< 0.1%
1.4	2	< 0.1%
2	1	< 0.1%
4.99	1	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
40761.25	1	< 0.1%
40624.06	1	< 0.1%
34087.73	1	< 0.1%
33803.84	1	< 0.1%
26547.43	1	< 0.1%
26514.32	1	< 0.1%
25122.77	1	< 0.1%
24543.52	1	< 0.1%
23032.97	1	< 0.1%
22257.39	1	< 0.1%

installments_purchases
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	4450
Distinct (%)	49.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	411.1151783

Minimum	0
Maximum	22500
Zeros	3915
Zeros (%)	43.8%
Negative	0
Negative (%)	0.0%
Memory size	70.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	89
Q3	468.625
95-th percentile	1751.085
Maximum	22500
Range	22500
Interquartile range (IQR)	468.625

Descriptive statistics

Standard deviation	904.4714553
Coefficient of variation (CV)	2.200043937
Kurtosis	96.54832487
Mean	411.1151783
Median Absolute Deviation (MAD)	89
Skewness	7.298192602
Sum	3678247.5
Variance	818068.6135
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3915	43.8%
100	14	0.2%
300	14	0.2%
200	14	0.2%
150	12	0.1%
125	11	0.1%
75	9	0.1%
450	8	0.1%
350	8	0.1%
225	8	0.1%
Other values (4440)	4934	55.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3915	43.8%
1.95	1	< 0.1%
4.44	1	< 0.1%
4.8	1	< 0.1%
6.33	1	< 0.1%
7.26	1	< 0.1%
7.67	1	< 0.1%
9.28	1	< 0.1%
9.58	1	< 0.1%
9.65	1	< 0.1%

Value	Count	Frequency (%)
22500	1	< 0.1%
15497.19	1	< 0.1%
14686.1	1	< 0.1%
13184.43	1	< 0.1%
12738.47	1	< 0.1%
12560.85	1	< 0.1%
12541	1	< 0.1%
12375	1	< 0.1%
12235.05	1	< 0.1%
12128.94	1	< 0.1%

cash_advance
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	4323
Distinct (%)	48.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	979.1993357

Minimum	0
Maximum	47137.21176
Zeros	4625
Zeros (%)	51.7%
Negative	0
Negative (%)	0.0%
Memory size	70.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1113.896495
95-th percentile	4649.343813
Maximum	47137.21176
Range	47137.21176
Interquartile range (IQR)	1113.896495

Descriptive statistics

Standard deviation	2097.438861
Coefficient of variation (CV)	2.141993754
Kurtosis	52.88562188
Mean	979.1993357
Median Absolute Deviation (MAD)	0
Skewness	5.165874072
Sum	8760896.457
Variance	4399249.775
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4625	51.7%
808.489505	1	< 0.1%
2684.507978	1	< 0.1%
9894.067335	1	< 0.1%
5409.095889	1	< 0.1%
724.694411	1	< 0.1%
1420.758241	1	< 0.1%
2081.583331	1	< 0.1%
2970.97936	1	< 0.1%
4353.620039	1	< 0.1%
Other values (4313)	4313	48.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4625	51.7%
14.222216	1	< 0.1%
18.042768	1	< 0.1%
18.117967	1	< 0.1%
18.123413	1	< 0.1%
18.126683	1	< 0.1%
18.149946	1	< 0.1%
18.204577	1	< 0.1%
18.240626	1	< 0.1%
18.280043	1	< 0.1%

Value	Count	Frequency (%)
47137.21176	1	< 0.1%
29282.10915	1	< 0.1%
27296.48576	1	< 0.1%
26268.69989	1	< 0.1%
26194.04954	1	< 0.1%
23130.82106	1	< 0.1%
22665.7785	1	< 0.1%
21943.84942	1	< 0.1%
20712.67008	1	< 0.1%
20277.33112	1	< 0.1%

purchases_frequency
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	47
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4903845694

Minimum	0
Maximum	1
Zeros	2043
Zeros (%)	22.8%
Negative	0
Negative (%)	0.0%
Memory size	70.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.083333
median	0.5
Q3	0.916667
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.833334

Descriptive statistics

Standard deviation	0.4013557382
Coefficient of variation (CV)	0.8184509938
Kurtosis	-1.638518049
Mean	0.4903845694
Median Absolute Deviation (MAD)	0.416667
Skewness	0.05994110161
Sum	4387.470742
Variance	0.1610864285
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
1	2177	24.3%
0	2043	22.8%
0.083333	675	7.5%
0.916667	396	4.4%
0.5	395	4.4%
0.166667	392	4.4%
0.833333	373	4.2%
0.333333	367	4.1%
0.25	345	3.9%
0.583333	316	3.5%
Other values (37)	1468	16.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2043	22.8%
0.083333	675	7.5%
0.090909	43	0.5%
0.1	27	0.3%
0.111111	18	0.2%
0.125	32	0.4%
0.142857	26	0.3%
0.166667	392	4.4%
0.181818	16	0.2%
0.2	19	0.2%

Value	Count	Frequency (%)
1	2177	24.3%
0.916667	396	4.4%
0.909091	28	0.3%
0.9	24	0.3%
0.888889	18	0.2%
0.875	26	0.3%
0.857143	25	0.3%
0.833333	373	4.2%
0.818182	21	0.2%
0.8	9	0.1%

oneoff_purchases_frequency
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	47
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2025162552

Minimum	0
Maximum	1
Zeros	4300
Zeros (%)	48.1%
Negative	0
Negative (%)	0.0%
Memory size	70.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.083333
Q3	0.3
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.298368064
Coefficient of variation (CV)	1.473304273
Kurtosis	1.160199624
Mean	0.2025162552
Median Absolute Deviation (MAD)	0.083333
Skewness	1.535121607
Sum	1811.912935
Variance	0.08902350164
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0	4300	48.1%
0.083333	1103	12.3%
0.166667	592	6.6%
1	481	5.4%
0.25	418	4.7%
0.333333	355	4.0%
0.416667	244	2.7%
0.5	235	2.6%
0.583333	197	2.2%
0.666667	167	1.9%
Other values (37)	855	9.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4300	48.1%
0.083333	1103	12.3%
0.090909	56	0.6%
0.1	39	0.4%
0.111111	26	0.3%
0.125	41	0.5%
0.142857	37	0.4%
0.166667	592	6.6%
0.181818	34	0.4%
0.2	27	0.3%

Value	Count	Frequency (%)
1	481	5.4%
0.916667	151	1.7%
0.909091	4	< 0.1%
0.9	1	< 0.1%
0.888889	2	< 0.1%
0.875	6	0.1%
0.857143	1	< 0.1%
0.833333	120	1.3%
0.818182	10	0.1%
0.8	4	< 0.1%

purchases_installments_frequency
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	47
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3644384569

Minimum	0
Maximum	1
Zeros	3914
Zeros (%)	43.7%
Negative	0
Negative (%)	0.0%
Memory size	70.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.166667
Q3	0.75
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.75

Descriptive statistics

Standard deviation	0.3974278275
Coefficient of variation (CV)	1.090521101
Kurtosis	-1.398617287
Mean	0.3644384569
Median Absolute Deviation (MAD)	0.166667
Skewness	0.5091087699
Sum	3260.630874
Variance	0.157948878
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0	3914	43.7%
1	1330	14.9%
0.416667	388	4.3%
0.916667	345	3.9%
0.833333	311	3.5%
0.5	310	3.5%
0.166667	305	3.4%
0.666667	292	3.3%
0.75	291	3.3%
0.083333	274	3.1%
Other values (37)	1187	13.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3914	43.7%
0.083333	274	3.1%
0.090909	12	0.1%
0.1	6	0.1%
0.111111	9	0.1%
0.125	5	0.1%
0.142857	6	0.1%
0.166667	305	3.4%
0.181818	14	0.2%
0.2	9	0.1%

Value	Count	Frequency (%)
1	1330	14.9%
0.916667	345	3.9%
0.909091	25	0.3%
0.9	19	0.2%
0.888889	28	0.3%
0.875	28	0.3%
0.857143	30	0.3%
0.833333	311	3.5%
0.818182	21	0.2%
0.8	18	0.2%

cash_advance_frequency
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	54
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1351895153

Minimum	0
Maximum	1.5
Zeros	4625
Zeros (%)	51.7%
Negative	0
Negative (%)	0.0%
Memory size	70.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.222222
95-th percentile	0.583333
Maximum	1.5
Range	1.5
Interquartile range (IQR)	0.222222

Descriptive statistics

Standard deviation	0.2001396345
Coefficient of variation (CV)	1.480437548
Kurtosis	3.33282257
Mean	0.1351895153
Median Absolute Deviation (MAD)	0
Skewness	1.828223239
Sum	1209.540593
Variance	0.04005587331
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4625	51.7%
0.083333	1021	11.4%
0.166667	759	8.5%
0.25	578	6.5%
0.333333	439	4.9%
0.416667	273	3.1%
0.5	215	2.4%
0.583333	142	1.6%
0.666667	125	1.4%
0.090909	70	0.8%
Other values (44)	700	7.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4625	51.7%
0.083333	1021	11.4%
0.090909	70	0.8%
0.1	39	0.4%
0.111111	29	0.3%
0.125	47	0.5%
0.142857	49	0.5%
0.166667	759	8.5%
0.181818	42	0.5%
0.2	21	0.2%

Value	Count	Frequency (%)
1.5	1	< 0.1%
1.25	1	< 0.1%
1.166667	2	< 0.1%
1.142857	1	< 0.1%
1.125	1	< 0.1%
1.1	1	< 0.1%
1.090909	1	< 0.1%
1	25	0.3%
0.916667	27	0.3%
0.909091	3	< 0.1%

cash_advance_trx
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	65
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.249916173

Minimum	0
Maximum	123
Zeros	4625
Zeros (%)	51.7%
Negative	0
Negative (%)	0.0%
Memory size	70.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4
95-th percentile	15
Maximum	123
Range	123
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	6.825531587
Coefficient of variation (CV)	2.100217736
Kurtosis	61.63135721
Mean	3.249916173
Median Absolute Deviation (MAD)	0
Skewness	5.720548968
Sum	29077
Variance	46.58788145
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4625	51.7%
1	887	9.9%
2	620	6.9%
3	436	4.9%
4	384	4.3%
5	308	3.4%
6	246	2.7%
7	205	2.3%
8	171	1.9%
10	150	1.7%
Other values (55)	915	10.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4625	51.7%
1	887	9.9%
2	620	6.9%
3	436	4.9%
4	384	4.3%
5	308	3.4%
6	246	2.7%
7	205	2.3%
8	171	1.9%
9	111	1.2%

Value	Count	Frequency (%)
123	3	< 0.1%
110	1	< 0.1%
107	1	< 0.1%
93	1	< 0.1%
80	1	< 0.1%
71	1	< 0.1%
69	1	< 0.1%
63	1	< 0.1%
62	3	< 0.1%
61	1	< 0.1%

purchases_trx
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	173
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.71476473

Minimum	0
Maximum	358
Zeros	2041
Zeros (%)	22.8%
Negative	0
Negative (%)	0.0%
Memory size	70.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	7
Q3	17
95-th percentile	57
Maximum	358
Range	358
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	24.86035688
Coefficient of variation (CV)	1.689483817
Kurtosis	34.78559614
Mean	14.71476473
Median Absolute Deviation (MAD)	7
Skewness	4.630169188
Sum	131653
Variance	618.037344
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2041	22.8%
1	667	7.5%
12	570	6.4%
2	379	4.2%
6	352	3.9%
3	314	3.5%
4	285	3.2%
7	275	3.1%
8	267	3.0%
5	267	3.0%
Other values (163)	3530	39.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2041	22.8%
1	667	7.5%
2	379	4.2%
3	314	3.5%
4	285	3.2%
5	267	3.0%
6	352	3.9%
7	275	3.1%
8	267	3.0%
9	248	2.8%

Value	Count	Frequency (%)
358	1	< 0.1%
347	1	< 0.1%
344	1	< 0.1%
309	1	< 0.1%
308	1	< 0.1%
298	1	< 0.1%
274	1	< 0.1%
273	1	< 0.1%
254	1	< 0.1%
248	2	< 0.1%

credit_limit
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	205
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4493.447874

Minimum	50
Maximum	30000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	70.0 KiB

Quantile statistics

Minimum	50
5-th percentile	1000
Q1	1600
median	3000
Q3	6500
95-th percentile	12000
Maximum	30000
Range	29950
Interquartile range (IQR)	4900

Descriptive statistics

Standard deviation	3637.91594
Coefficient of variation (CV)	0.8096045713
Kurtosis	2.8403546
Mean	4493.447874
Median Absolute Deviation (MAD)	1800
Skewness	1.522669225
Sum	40202878.13
Variance	13234432.38
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3000	783	8.8%
1500	722	8.1%
1200	621	6.9%
1000	613	6.9%
2500	612	6.8%
4000	506	5.7%
6000	463	5.2%
5000	389	4.3%
2000	371	4.1%
7500	277	3.1%
Other values (195)	3590	40.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
50	2	< 0.1%
150	5	0.1%
200	3	< 0.1%
300	14	0.2%
400	3	< 0.1%
450	6	0.1%
500	121	1.4%
600	21	0.2%
650	1	< 0.1%
700	20	0.2%

Value	Count	Frequency (%)
30000	2	< 0.1%
28000	1	< 0.1%
25000	1	< 0.1%
23000	2	< 0.1%
22500	1	< 0.1%
22000	1	< 0.1%
21500	2	< 0.1%
21000	2	< 0.1%
20500	1	< 0.1%
20000	10	0.1%

payments
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	8708
Distinct (%)	97.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1730.387793

Minimum	0
Maximum	50721.48336
Zeros	240
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	70.0 KiB

Quantile statistics

Minimum	0
5-th percentile	89.9665123
Q1	383.278394
median	857.062706
Q3	1900.989314
95-th percentile	6075.3567
Maximum	50721.48336
Range	50721.48336
Interquartile range (IQR)	1517.71092

Descriptive statistics

Standard deviation	2881.104237
Coefficient of variation (CV)	1.665004948
Kurtosis	55.04500104
Mean	1730.387793
Median Absolute Deviation (MAD)	581.375627
Skewness	5.904150961
Sum	15481779.58
Variance	8300761.627
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	240	2.7%
414.218007	1	< 0.1%
2147.890523	1	< 0.1%
996.350965	1	< 0.1%
797.029627	1	< 0.1%
1212.054219	1	< 0.1%
1664.863771	1	< 0.1%
2857.881585	1	< 0.1%
3530.131795	1	< 0.1%
732.01795	1	< 0.1%
Other values (8698)	8698	97.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	240	2.7%
0.049513	1	< 0.1%
0.056466	1	< 0.1%
2.389583	1	< 0.1%
3.500505	1	< 0.1%
4.523555	1	< 0.1%
4.841543	1	< 0.1%
5.070726	1	< 0.1%
9.040017	1	< 0.1%
9.533313	1	< 0.1%

Value	Count	Frequency (%)
50721.48336	1	< 0.1%
46930.59824	1	< 0.1%
40627.59524	1	< 0.1%
39461.9658	1	< 0.1%
39048.59762	1	< 0.1%
36066.75068	1	< 0.1%
35843.62593	1	< 0.1%
34107.07499	1	< 0.1%
33994.72785	1	< 0.1%
33486.31044	1	< 0.1%

minimum_payments
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	8634
Distinct (%)	96.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	834.1168765

Minimum	0
Maximum	76406.20752
Zeros	313
Zeros (%)	3.5%
Negative	0
Negative (%)	0.0%
Memory size	70.0 KiB

Quantile statistics

Minimum	0
5-th percentile	29.7597689
Q1	163.036918
median	289.686899
Q3	788.7053925
95-th percentile	2720.450767
Maximum	76406.20752
Range	76406.20752
Interquartile range (IQR)	625.6684745

Descriptive statistics

Standard deviation	2336.35461
Coefficient of variation (CV)	2.800991894
Kurtosis	292.2692525
Mean	834.1168765
Median Absolute Deviation (MAD)	188.773897
Skewness	13.80642927
Sum	7462843.694
Variance	5458552.862
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	313	3.5%
299.351881	2	< 0.1%
169.574114	1	< 0.1%
210.156238	1	< 0.1%
200.106261	1	< 0.1%
25697.63772	1	< 0.1%
427.14706	1	< 0.1%
227.726516	1	< 0.1%
438.190574	1	< 0.1%
179.412493	1	< 0.1%
Other values (8624)	8624	96.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	313	3.5%
0.019163	1	< 0.1%
0.037744	1	< 0.1%
0.05588	1	< 0.1%
0.059481	1	< 0.1%
0.117036	1	< 0.1%
0.261984	1	< 0.1%
0.311953	1	< 0.1%
0.319475	1	< 0.1%
1.113027	1	< 0.1%

Value	Count	Frequency (%)
76406.20752	1	< 0.1%
61031.6186	1	< 0.1%
56370.04117	1	< 0.1%
50260.75947	1	< 0.1%
43132.72823	1	< 0.1%
42629.55117	1	< 0.1%
38512.12477	1	< 0.1%
31871.36379	1	< 0.1%
30528.4324	1	< 0.1%
29019.80288	1	< 0.1%

prc_full_payment
Real number (ℝ_≥0)

ZEROS

Distinct	47
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1536730492

Minimum	0
Maximum	1
Zeros	5902
Zeros (%)	66.0%
Negative	0
Negative (%)	0.0%
Memory size	70.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.142857
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.142857

Descriptive statistics

Standard deviation	0.2925146442
Coefficient of variation (CV)	1.903486953
Kurtosis	2.433931941
Mean	0.1536730492
Median Absolute Deviation (MAD)	0
Skewness	1.943395288
Sum	1374.912771
Variance	0.08556481706
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0	5902	66.0%
1	488	5.5%
0.083333	426	4.8%
0.166667	166	1.9%
0.25	156	1.7%
0.5	155	1.7%
0.090909	153	1.7%
0.333333	133	1.5%
0.1	94	1.1%
0.2	83	0.9%
Other values (37)	1191	13.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5902	66.0%
0.083333	426	4.8%
0.090909	153	1.7%
0.1	94	1.1%
0.111111	61	0.7%
0.125	52	0.6%
0.142857	54	0.6%
0.166667	166	1.9%
0.181818	75	0.8%
0.2	83	0.9%

Value	Count	Frequency (%)
1	488	5.5%
0.916667	77	0.9%
0.909091	19	0.2%
0.9	16	0.2%
0.888889	12	0.1%
0.875	18	0.2%
0.857143	12	0.1%
0.833333	63	0.7%
0.818182	17	0.2%
0.8	33	0.4%

tenure
Real number (ℝ_≥0)

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.51715659

Minimum	6
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	70.0 KiB

Quantile statistics

Minimum	6
5-th percentile	8
Q1	12
median	12
Q3	12
95-th percentile	12
Maximum	12
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.338525958
Coefficient of variation (CV)	0.1162201753
Kurtosis	7.690743015
Mean	11.51715659
Median Absolute Deviation (MAD)	0
Skewness	-2.942369614
Sum	103044
Variance	1.79165174
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
12	7581	84.7%
11	365	4.1%
10	236	2.6%
6	204	2.3%
8	196	2.2%
7	190	2.1%
9	175	2.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6	204	2.3%
7	190	2.1%
8	196	2.2%
9	175	2.0%
10	236	2.6%
11	365	4.1%
12	7581	84.7%

Value	Count	Frequency (%)
12	7581	84.7%
11	365	4.1%
10	236	2.6%
9	175	2.0%
8	196	2.2%
7	190	2.1%
6	204	2.3%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	df_index	cust_id	balance	balance_frequency	purchases	oneoff_purchases	installments_purchases	cash_advance	purchases_frequency	oneoff_purchases_frequency	purchases_installments_frequency	cash_advance_frequency	cash_advance_trx	purchases_trx	credit_limit	payments	minimum_payments	prc_full_payment	tenure
0	0	10001	40.900749	0.818182	95.40	0.00	95.40	0.000000	0.166667	0.000000	0.083333	0.000000	0	2	1000.0	201.802084	139.509787	0.000000	12
1	1	10002	3202.467416	0.909091	0.00	0.00	0.00	6442.945483	0.000000	0.000000	0.000000	0.250000	4	0	7000.0	4103.032597	1072.340217	0.222222	12
2	2	10003	2495.148862	1.000000	773.17	773.17	0.00	0.000000	1.000000	1.000000	0.000000	0.000000	0	12	7500.0	622.066742	627.284787	0.000000	12
3	3	10004	1666.670542	0.636364	1499.00	1499.00	0.00	205.788017	0.083333	0.083333	0.000000	0.083333	1	1	7500.0	0.000000	0.000000	0.000000	12
4	4	10005	817.714335	1.000000	16.00	16.00	0.00	0.000000	0.083333	0.083333	0.000000	0.000000	0	1	1200.0	678.334763	244.791237	0.000000	12
5	5	10006	1809.828751	1.000000	1333.28	0.00	1333.28	0.000000	0.666667	0.000000	0.583333	0.000000	0	8	1800.0	1400.057770	2407.246035	0.000000	12
6	6	10007	627.260806	1.000000	7091.01	6402.63	688.38	0.000000	1.000000	1.000000	1.000000	0.000000	0	64	13500.0	6354.314328	198.065894	1.000000	12
7	7	10008	1823.652743	1.000000	436.20	0.00	436.20	0.000000	1.000000	0.000000	1.000000	0.000000	0	12	2300.0	679.065082	532.033990	0.000000	12
8	8	10009	1014.926473	1.000000	861.49	661.49	200.00	0.000000	0.333333	0.083333	0.250000	0.000000	0	5	7000.0	688.278568	311.963409	0.000000	12
9	9	10010	152.225975	0.545455	1281.60	1281.60	0.00	0.000000	0.166667	0.166667	0.000000	0.000000	0	3	11000.0	1164.770591	100.302262	0.000000	12

Last rows

	df_index	cust_id	balance	balance_frequency	purchases	oneoff_purchases	installments_purchases	cash_advance	purchases_frequency	oneoff_purchases_frequency	purchases_installments_frequency	cash_advance_frequency	cash_advance_trx	purchases_trx	credit_limit	payments	minimum_payments	prc_full_payment	tenure
8937	8940	19181	130.838554	1.000000	591.24	0.00	591.24	0.000000	1.000000	0.000000	0.833333	0.000000	0	6	1000.0	475.523262	82.771320	1.00	6
8938	8941	19182	5967.475270	0.833333	214.55	0.00	214.55	8555.409326	0.833333	0.000000	0.666667	0.666667	13	5	9000.0	966.202912	861.949906	0.00	6
8939	8942	19183	40.829749	1.000000	113.28	0.00	113.28	0.000000	1.000000	0.000000	0.833333	0.000000	0	6	1000.0	94.488828	86.283101	0.25	6
8940	8943	19184	5.871712	0.500000	20.90	20.90	0.00	0.000000	0.166667	0.166667	0.000000	0.000000	0	1	500.0	58.644883	43.473717	0.00	6
8941	8944	19185	193.571722	0.833333	1012.73	1012.73	0.00	0.000000	0.333333	0.333333	0.000000	0.000000	0	2	4000.0	0.000000	0.000000	0.00	6
8942	8945	19186	28.493517	1.000000	291.12	0.00	291.12	0.000000	1.000000	0.000000	0.833333	0.000000	0	6	1000.0	325.594462	48.886365	0.50	6
8943	8946	19187	19.183215	1.000000	300.00	0.00	300.00	0.000000	1.000000	0.000000	0.833333	0.000000	0	6	1000.0	275.861322	0.000000	0.00	6
8944	8947	19188	23.398673	0.833333	144.40	0.00	144.40	0.000000	0.833333	0.000000	0.666667	0.000000	0	5	1000.0	81.270775	82.418369	0.25	6
8945	8948	19189	13.457564	0.833333	0.00	0.00	0.00	36.558778	0.000000	0.000000	0.000000	0.166667	2	0	500.0	52.549959	55.755628	0.25	6
8946	8949	19190	372.708075	0.666667	1093.25	1093.25	0.00	127.040008	0.666667	0.666667	0.000000	0.333333	2	23	1200.0	63.165404	88.288956	0.00	6

Overview

Variables

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows